{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Black Sea altimetry interpolation.\n",
    "Application demonstrating the use of `DIVAnd` on along-track altimetry measurements in the Black Sea."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "using DIVAnd\n",
    "using NCDatasets\n",
    "using PyPlot\n",
    "using Dates\n",
    "using Distances\n",
    "push!(LOAD_PATH, \"/home/ctroupin/Projects/Altimetry-Interpolation/julia\")\n",
    "using DivandAltimetry\n",
    "using Revise"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## User inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"./figures/\""
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datadir = \"../data/SEALEVEL_BS_PHY_L3_NRT_OBSERVATIONS_008_039/\";\n",
    "datadir2 = \"../data/SEALEVEL_BS_PHY_L4_NRT_OBSERVATIONS_008_041/dataset-duacs-nrt-blacksea-merged-allsat-phy-l4/\";\n",
    "figdir = \"./figures/\"\n",
    "isdir(figdir) ? @info(\"$(figdir) already exists\") : mkdir(figdir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Domain of interest, resolution\n",
    "The goal is to take the same grid as the L4 (gridded) products."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "avisoL4file = \"../data/nrt_blacksea_allsat_phy_l4_20190601_20190607.nc\"\n",
    "gridval,griderr,gridlon,gridlat,timeL4 = DivandAltimetry.loadaviso_gridded(avisoL4file);\n",
    "gridval = coalesce.(gridval, NaN);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1920x1440 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "llon, llat = DIVAnd.ndgrid(gridlon, gridlat);\n",
    "PyPlot.plot(llon, llat, \"ko\", ms=0.5);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Period of interest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: 59\n",
      "└ @ Main In[63]:7\n"
     ]
    }
   ],
   "source": [
    "datestart = DateTime(2018, 1, 1)\n",
    "dateend = DateTime(2018, 2, 28)\n",
    "Δt = 1.\n",
    "timestart = datestart.instant.periods.value / (24 * 3600. * 1000.);\n",
    "timeend = dateend.instant.periods.value / (24 * 3600. * 1000.);\n",
    "gridtime = timestart:Δt:timeend;\n",
    "@info(length(gridtime));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Land-sea mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "bathfile = \"../data/gebco_30sec_4.nc\";"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: (120, 56)\n",
      "└ @ Main In[64]:2\n",
      "┌ Info: (120, 56, 59)\n",
      "└ @ Main In[64]:4\n"
     ]
    }
   ],
   "source": [
    "xi,yi,mask = load_mask(bathfile,true,gridlon, gridlat, 0.0);\n",
    "@info(size(mask));\n",
    "masktime = repeat(mask, 1, 1, length(gridtime));\n",
    "@info(size(masktime))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot land-sea mask and grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1920x1440 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "PyPlot.plot(llon, llat, \"ko\", ms=0.5)\n",
    "PyPlot.pcolormesh(xi, yi, transpose(mask), cmap=PyPlot.cm.binary_r)\n",
    "PyPlot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Along-track SLA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Found 930 files\n",
      "└ @ DivandAltimetry /home/ctroupin/Projects/Altimetry-Interpolation/julia/DivandAltimetry.jl:46\n",
      "┌ Info: Found 1342 files\n",
      "└ @ DivandAltimetry /home/ctroupin/Projects/Altimetry-Interpolation/julia/DivandAltimetry.jl:46\n"
     ]
    }
   ],
   "source": [
    "filelist2017 = DivandAltimetry.get_file_list(datadir, 2017);\n",
    "filelist2018 = DivandAltimetry.get_file_list(datadir, 2018);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Read all the measurements from the file list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  1.022232 seconds (1.89 M allocations: 1.878 GiB, 18.98% gc time)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Working on 82365 data points\n",
      "└ @ Main In[54]:2\n"
     ]
    }
   ],
   "source": [
    "@time obsvallist,obslonlist,obslatlist,obstimelist = DivandAltimetry.loadaviso_alongtrack(filelist2018);\n",
    "@info(\"Working on $(length(obslatlist)) data points\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Convert dates to number of days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "obstime = [dd.instant.periods.value / (24 * 3600. * 1000.) for dd in obstimelist];"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "_, (px, py, pt), (xi, yi, ti) = DIVAnd.DIVAnd_rectdom(gridlon, gridlat, gridtime);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interpolation\n",
    "### Analysis Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "# correlation length (lon, lat in degrees, time in days)\n",
    "len = (.5, .5, 5.);\n",
    "# obs. error variance normalized by the background error variance\n",
    "epsilon2 = 0.1;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(120, 56, 59)"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mask0 = trues(size(px));\n",
    "size(pt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Select time of interest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "sel = findall(Dates.month.(obstimelist) .<= 3);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Run DIVAnd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "130.110740 seconds (4.55 k allocations: 14.703 GiB, 3.60% gc time)\n"
     ]
    }
   ],
   "source": [
    "@time sla_grid, s = DIVAnd.DIVAndrun(masktime, (px, py, pt), (xi, yi, ti), \n",
    "    (obslonlist[sel], obslatlist[sel], obstime[sel]), \n",
    "     obsvallist[sel], len, epsilon2; alphabc=2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compute RMS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1920x1440 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Loop on time\n",
    "dateref = DateTime(1, 1, 1)\n",
    "rmsdiff = zeros(length(gridtime))\n",
    "for (iday, day) in enumerate(gridtime)\n",
    "    @debug(day)\n",
    "    datafileL4, datestring2 = get_filename_L4(day, datadir2);\n",
    "    @debug(\"Working in gridded file $(basename(datafileL4))\")\n",
    "    gridval,griderr,gridlon,gridlat,timeL4 = DivandAltimetry.loadaviso_gridded(datafileL4);\n",
    "    \n",
    "    # Consider only points that are not NaN\n",
    "    sla_diva = sla_grid[:,:,iday]\n",
    "    sel = (.!isnan.(sla_diva)) .& (.!isnan.(gridval))\n",
    "    \n",
    "    sladiff = sla_diva[sel] .- gridval[sel]\n",
    "    \n",
    "    rmsdiff[iday] = rmsd(sla_diva[sel], gridval[sel])\n",
    "end\n",
    "\n",
    "PyPlot.plot(rmsdiff)\n",
    "PyPlot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180101_20180107.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180102_20180108.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180103_20180109.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180104_20180110.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180105_20180111.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180106_20180112.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180101_20180107.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180102_20180108.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180103_20180109.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180104_20180110.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180105_20180111.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180106_20180112.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180107_20180113.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180108_20180114.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180109_20180115.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180110_20180116.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180111_20180117.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180112_20180118.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180113_20180119.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180114_20180120.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180115_20180121.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180116_20180122.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180117_20180123.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180118_20180124.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180119_20180125.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180120_20180126.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180121_20180127.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180122_20180128.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180123_20180129.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180124_20180130.nc\n",
      "└ @ Main In[62]:6\n",
      "┌ Info: Working in gridded file nrt_blacksea_allsat_phy_l4_20180125_20180131.nc\n",
      "└ @ Main In[62]:6\n"
     ]
    }
   ],
   "source": [
    "# Loop on time\n",
    "dateref = DateTime(1, 1, 1)\n",
    "for (iday, day) in enumerate(gridtime)\n",
    "    @debug(day)\n",
    "    datafileL4, datestring2 = DivandAltimetry.get_filename_L4(day, datadir2);\n",
    "    @debug(\"Working in gridded file $(basename(datafileL4))\")\n",
    "    gridval,griderr,gridlon,gridlat,timeL4 = DivandAltimetry.loadaviso_gridded(datafileL4);\n",
    "    \n",
    "    PyPlot.figure()\n",
    "    PyPlot.suptitle(datestring2)\n",
    "    PyPlot.subplot(211)\n",
    "    PyPlot.pcolormesh(gridlon, gridlat, transpose(sla_grid[:,:,iday]), cmap=PyPlot.cm.RdBu_r, vmin=0., vmax=0.25)\n",
    "    PyPlot.title(\"DIVAnd\")\n",
    "    PyPlot.colorbar(extend=\"both\")\n",
    "    \n",
    "    PyPlot.subplot(212)\n",
    "    PyPlot.pcolormesh(gridlon, gridlat, transpose(gridval), cmap=PyPlot.cm.RdBu_r, vmin=0., vmax=0.25)\n",
    "    PyPlot.title(\"AVISO\")\n",
    "    PyPlot.colorbar(extend=\"both\")\n",
    "    PyPlot.savefig(joinpath(figdir, \"SLA_comparison_$(datestring2).png\"), dpi=300, bbox_inches=\"tight\")\n",
    "    \n",
    "    PyPlot.close()\n",
    "    \n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gradients"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "Figure(PyObject <Figure size 1920x1440 with 8 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Loop on time\n",
    "dateref = DateTime(1, 1, 1)\n",
    "for (iday, day) in enumerate(gridtime[10:10])\n",
    "    @debug(day)\n",
    "    datafileL4, datestring2 = get_filename_L4(day, datadir2);\n",
    "    @debug(\"Working in gridded file $(basename(datafileL4))\")\n",
    "    gridval,griderr,gridlon,gridlat,timeL4 = DivandAltimetry.loadaviso_gridded(datafileL4);\n",
    "    \n",
    "    sla_diva = sla_grid[:,:,iday]\n",
    "    \n",
    "    # Compute gradients\n",
    "    gradX1, gradY1 = DivandAltimetry.gradient2D(sla_diva);\n",
    "    gradX2, gradY2 = DivandAltimetry.gradient2D(gridval);\n",
    "    \n",
    "    PyPlot.figure()\n",
    "    PyPlot.suptitle(datestring2)\n",
    "    \n",
    "    PyPlot.subplot(221)\n",
    "    PyPlot.pcolormesh(transpose(gradX1), cmap=PyPlot.cm.RdBu_r,)\n",
    "    PyPlot.title(\"DIVAnd\")\n",
    "    PyPlot.colorbar(extend=\"both\")\n",
    "    \n",
    "    PyPlot.subplot(222)\n",
    "    PyPlot.pcolormesh(transpose(gradY1), cmap=PyPlot.cm.RdBu_r,)\n",
    "    PyPlot.title(\"DIVAnd\")\n",
    "    PyPlot.colorbar(extend=\"both\")\n",
    "    \n",
    "    PyPlot.subplot(223)\n",
    "    PyPlot.pcolormesh(transpose(gradX2), cmap=PyPlot.cm.RdBu_r)\n",
    "    PyPlot.title(\"AVISO\")\n",
    "    PyPlot.colorbar(extend=\"both\")\n",
    "    \n",
    "    PyPlot.subplot(224)\n",
    "    PyPlot.pcolormesh(transpose(gradY2), cmap=PyPlot.cm.RdBu_r)\n",
    "    PyPlot.title(\"AVISO\")\n",
    "    PyPlot.colorbar(extend=\"both\")\n",
    "    \n",
    "    \n",
    "    \n",
    "    #PyPlot.savefig(joinpath(figdir, \"SLA_comparison_$(datestring2).png\"), dpi=300, bbox_inches=\"tight\")\n",
    "    \n",
    "    #PyPlot.close()\n",
    "    \n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Export results to netCDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "ename": "UndefVarError",
     "evalue": "UndefVarError: info not defined",
     "output_type": "error",
     "traceback": [
      "UndefVarError: info not defined",
      "",
      "Stacktrace:",
      " [1] top-level scope at In[20]:1"
     ]
    }
   ],
   "source": [
    "info(\"Writing interpolated field in file:\\n\", resultfile)\n",
    "sz = size(mask)\n",
    "dims = [NcDim(\"longitude\",sz[1]), NcDim(\"latitude\",sz[2]), NcDim(\"time\",sz[3])];\n",
    "nc = NetCDF.create(resultfile, NcVar(\"ADT\", dims))\n",
    "nc[\"ADT\"][:,:, :] = fi\n",
    "NetCDF.close(nc);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Done in [another notebook in Python](../python/plot_AVISO_divand.ipynb) due to a problem with Julia / matplotlib."
   ]
  }
 ],
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